{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b69f2c65-71cd-4ee2-a46a-c271b9494f31",
   "metadata": {},
   "source": [
    "## Benchmarking the MSA Kernel\n",
    "We are interested in understanding the training, fine-tuning, and inference-time speed / memory footprint of the Triton MSA kernel.\n",
    "\n",
    "Note: The relative imports may be wrong if working in the AlphaFold3 repository."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8b017208-249d-4dad-900c-362a60fbfa70",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "from matplotlib import rcParams\n",
    "import gc\n",
    "\n",
    "import torch\n",
    "import pytest\n",
    "import triton\n",
    "\n",
    "from torch import Tensor\n",
    "from torch import nn\n",
    "import torch.nn.functional as F\n",
    "from msa import MSAPairWeightedAveraging, MSAWeightedAveragingNaive\n",
    "from msa_kernel import MSAWeightedAveragingFused"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a9f435d8-aae3-4bb6-bc4a-871107dd5e8f",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "TORCH_HAS_FP8 = hasattr(torch, 'float8_e5m2')\n",
    "BATCH, N_HEADS, N_SEQ, C_HIDDEN, C_m, C_z = 1, 8, 128, 8, 64, 128\n",
    "# vary seq length for fixed head and batch=4\n",
    "configs_time = []\n",
    "for mode in [\"fwd\", \"bwd\"]:\n",
    "    configs_time.append(\n",
    "        triton.testing.Benchmark(\n",
    "            x_names=[\"N_res\"],\n",
    "            x_vals=[32, 64] + [128 * (k+1) for k in range(10)], # 384, 768, 1536, 3072\n",
    "            line_arg=\"provider\",\n",
    "            line_vals=[\"triton_msa\"] + [\"baseline\"],\n",
    "            line_names=[\"Triton_msa\"] + [\"Baseline\"],\n",
    "            styles=[(\"red\", \"-\"), (\"blue\", \"-\")],\n",
    "            ylabel=\"Runtime (ms)\",\n",
    "            plot_name=f\"msa-batch={BATCH}-head={N_HEADS}-c={C_HIDDEN}-N_seq={N_SEQ}-C_m={C_m}-C_z={C_z}-{mode}-time\",\n",
    "            args={\n",
    "                \"N_HEADS\": N_HEADS,\n",
    "                \"BATCH\": BATCH,\n",
    "                \"N_seq\": N_SEQ,\n",
    "                \"C_HIDDEN\": C_HIDDEN,\n",
    "                \"C_m\": C_m,\n",
    "                \"C_z\": C_z,\n",
    "                \"mode\": mode,\n",
    "            },\n",
    "        )\n",
    "    )\n",
    "\n",
    "\n",
    "@triton.testing.perf_report(configs_time)\n",
    "def bench_msa_time(BATCH, N_res, N_HEADS, N_seq, C_HIDDEN, C_m, C_z, mode, provider, device=\"cuda\"):\n",
    "    assert mode in [\"fwd\", \"bwd\"]\n",
    "    warmup = 25\n",
    "    rep = 100\n",
    "    dtype = torch.float32\n",
    "    \n",
    "    m = torch.randn((BATCH, N_seq, N_res, C_m), dtype=dtype, device=\"cuda\").requires_grad_()\n",
    "    z = torch.randn((BATCH, N_res, N_res, C_z), dtype=dtype, device=\"cuda\").requires_grad_()\n",
    "    \n",
    "    msa = MSAPairWeightedAveraging(\n",
    "            c_msa=C_m,\n",
    "            c_z=C_z,\n",
    "            c_hidden=C_HIDDEN,\n",
    "            no_heads=N_HEADS\n",
    "          ).to(device)\n",
    "    \n",
    "    try: \n",
    "        if \"triton_msa\" in provider:\n",
    "            fn = lambda: msa.forward(m, z, use_triton_kernel=True)\n",
    "            if mode == \"bwd\":\n",
    "                o = fn()\n",
    "                do = torch.randn_like(o)\n",
    "                fn = lambda: o.backward(do, retain_graph=True)\n",
    "\n",
    "        elif \"baseline\" in provider:\n",
    "            fn = lambda: msa.forward(m, z, use_triton_kernel=False)\n",
    "            if mode == \"bwd\":\n",
    "                o = fn()\n",
    "                do = torch.randn_like(o)\n",
    "                fn = lambda: o.backward(do, retain_graph=True)\n",
    "        ms = triton.testing.do_bench(fn, warmup=warmup, rep=rep)\n",
    "    # CUDA OOM\n",
    "    except: \n",
    "        ms = None\n",
    "\n",
    "    return ms\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4cd00eaf-4b85-4784-be21-e15e68a7ad49",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using matplotlib backend: agg\n",
      "msa-batch=1-head=8-c=8-N_seq=128-C_m=64-C_z=128-fwd-time:\n",
      "     N_res  Triton_msa   Baseline\n",
      "0     32.0    0.623151   0.361244\n",
      "1     64.0    0.769531   0.382626\n",
      "2    128.0    1.330592   1.142210\n",
      "3    256.0    2.576327   4.173201\n",
      "4    384.0    3.945898   9.883307\n",
      "5    512.0    9.495142  17.180468\n",
      "6    640.0   12.132607  27.060225\n",
      "7    768.0   15.065770  38.804482\n",
      "8    896.0   25.649492  52.185089\n",
      "9   1024.0   29.804544  67.841026\n",
      "10  1152.0   35.334656        NaN\n",
      "11  1280.0   43.502594        NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/envs/triton/lib/python3.11/site-packages/torch/autograd/graph.py:744: UserWarning: Attempting to run cuBLAS, but there was no current CUDA context! Attempting to set the primary context... (Triggered internally at ../aten/src/ATen/cuda/CublasHandlePool.cpp:135.)\n",
      "  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "msa-batch=1-head=8-c=8-N_seq=128-C_m=64-C_z=128-bwd-time:\n",
      "     N_res  Triton_msa   Baseline\n",
      "0     32.0    1.131987   0.599265\n",
      "1     64.0    1.137249   0.793058\n",
      "2    128.0    1.136363   2.430841\n",
      "3    256.0    1.778791   8.904054\n",
      "4    384.0    3.214336  20.676607\n",
      "5    512.0    5.209998  36.048386\n",
      "6    640.0    7.459445  59.869183\n",
      "7    768.0   10.382792  97.107971\n",
      "8    896.0   13.998373        NaN\n",
      "9   1024.0   17.698406        NaN\n",
      "10  1152.0   21.931519        NaN\n",
      "11  1280.0   26.280960        NaN\n"
     ]
    }
   ],
   "source": [
    "%matplotlib\n",
    "\n",
    "# Run profiling for runtime\n",
    "bench_msa_time.run(save_path=\"data/\", print_data=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b7397ae2-a2f4-4eaa-9e4e-2cafb2e9015b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f8568670210>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x2000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "# figure size in inches optional\n",
    "rcParams['figure.figsize'] = 25, 20\n",
    "\n",
    "# read images\n",
    "fwd = mpimg.imread(f\"./data/msa-batch={BATCH}-head={N_HEADS}-c={C_HIDDEN}-N_seq={N_SEQ}-C_m={C_m}-C_z={C_z}-fwd-time.png\")\n",
    "bwd = mpimg.imread(f\"./data/msa-batch={BATCH}-head={N_HEADS}-c={C_HIDDEN}-N_seq={N_SEQ}-C_m={C_m}-C_z={C_z}-bwd-time.png\")\n",
    "\n",
    "# display images\n",
    "fig, ax = plt.subplots(1,2)\n",
    "for a in ax:\n",
    "    a.set_xticks([])\n",
    "    a.set_yticks([])\n",
    "    \n",
    "ax[0].set_title('Forward pass runtime')\n",
    "ax[0]\n",
    "ax[0].imshow(fwd)\n",
    "ax[1].set_title('Backwards pass runtime')\n",
    "ax[1].imshow(bwd)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ffa9102-3ff2-473a-97fe-7cf1f125383e",
   "metadata": {},
   "source": [
    "### Profiling peak memory usage\n",
    "We plot the peak memory usage on an A100 GPU (40GB HBM)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1eacfb0d-67e3-4f55-abfa-d59b42341a89",
   "metadata": {},
   "outputs": [],
   "source": [
    "BATCH, N_HEADS, N_SEQ, C_HIDDEN, C_m, C_z = 1, 8, 128, 8, 64, 128\n",
    "# vary seq length for fixed head and batch=4\n",
    "configs_mem = []\n",
    "for mode in [\"fwd\", \"bwd\"]:\n",
    "    configs_mem.append(\n",
    "        triton.testing.Benchmark(\n",
    "            x_names=[\"N_res\"],\n",
    "            x_vals=[32, 64] + [128 * (k+1) for k in range(50)], # 384, 768, 1536, 3072\n",
    "            line_arg=\"provider\",\n",
    "            line_vals=[\"triton_msa\"] + [\"baseline\"],\n",
    "            line_names=[\"Triton_msa\"] + [\"Baseline\"],\n",
    "            styles=[(\"red\", \"-\"), (\"blue\", \"-\")],\n",
    "            ylabel=\"Peak memory usage (GB)\",\n",
    "            plot_name=f\"msa-batch={BATCH}-head={N_HEADS}-c={C_HIDDEN}-N_seq={N_SEQ}-C_m={C_m}-C_z={C_z}-{mode}-mem\",\n",
    "            args={\n",
    "                \"N_HEADS\": N_HEADS,\n",
    "                \"BATCH\": BATCH,\n",
    "                \"N_seq\": N_SEQ,\n",
    "                \"C_HIDDEN\": C_HIDDEN,\n",
    "                \"C_m\": C_m,\n",
    "                \"C_z\": C_z,\n",
    "                \"mode\": mode,\n",
    "            },\n",
    "        )\n",
    "    )\n",
    "\n",
    "\n",
    "@triton.testing.perf_report(configs_mem)\n",
    "def bench_msa_mem(BATCH, N_res, N_HEADS, N_seq, C_HIDDEN, C_m, C_z, mode, provider, device=\"cuda\"):\n",
    "    assert mode in [\"fwd\", \"bwd\"]\n",
    "    warmup = 25\n",
    "    rep = 100\n",
    "    dtype = torch.float32\n",
    "    \n",
    "    m = torch.randn((BATCH, N_seq, N_res, C_m), dtype=dtype, device=\"cuda\").requires_grad_()\n",
    "    z = torch.randn((BATCH, N_res, N_res, C_z), dtype=dtype, device=\"cuda\").requires_grad_()\n",
    "    \n",
    "    msa = MSAPairWeightedAveraging(\n",
    "            c_msa=C_m,\n",
    "            c_z=C_z,\n",
    "            c_hidden=C_HIDDEN,\n",
    "            no_heads=N_HEADS\n",
    "          ).to(device)\n",
    "    \n",
    "    try: \n",
    "        if \"triton_msa\" in provider:\n",
    "            fn = lambda: msa.forward(m, z, use_triton_kernel=True)\n",
    "            if mode == \"bwd\":\n",
    "                o = fn()\n",
    "                do = torch.randn_like(o)\n",
    "                fn = lambda: o.backward(do, retain_graph=True)\n",
    "\n",
    "        elif \"baseline\" in provider:\n",
    "            fn = lambda: msa.forward(m, z, use_triton_kernel=False)\n",
    "            if mode == \"bwd\":\n",
    "                o = fn()\n",
    "                do = torch.randn_like(o)\n",
    "                fn = lambda: o.backward(do, retain_graph=True)\n",
    "        \n",
    "        torch.cuda.empty_cache()\n",
    "        gc.collect()\n",
    "        torch.cuda.reset_peak_memory_stats()\n",
    "        fn()\n",
    "        peak_memory = torch.cuda.max_memory_allocated() / (2**30)\n",
    "    \n",
    "        \n",
    "    # CUDA OOM\n",
    "    except: \n",
    "        peak_memory = None\n",
    "\n",
    "    return peak_memory\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "393b2b9f-04b5-43a5-b31e-a03b37ae9740",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using matplotlib backend: agg\n",
      "msa-batch=1-head=8-c=8-N_seq=128-C_m=64-C_z=128-fwd-mem:\n",
      "     N_res  Triton_msa   Baseline\n",
      "0     32.0    0.023803   0.054106\n",
      "1     64.0    0.033714   0.156881\n",
      "2    128.0    0.059626   0.556204\n",
      "3    256.0    0.135801   2.129934\n",
      "4    384.0    0.244448   4.737112\n",
      "5    512.0    0.385565   8.377737\n",
      "6    640.0    0.559763  13.052420\n",
      "7    768.0    0.765211  18.759329\n",
      "8    896.0    1.004412  25.500967\n",
      "9   1024.0    1.274740        NaN\n",
      "10  1152.0    1.578211        NaN\n",
      "11  1280.0    1.914152        NaN\n",
      "12  1408.0    2.282564        NaN\n",
      "13  1536.0    2.683447        NaN\n",
      "14  1664.0    3.116800        NaN\n",
      "15  1792.0    3.582624        NaN\n",
      "16  1920.0    4.080919        NaN\n",
      "17  2048.0    4.611685        NaN\n",
      "18  2176.0    5.174921        NaN\n",
      "19  2304.0    5.770628        NaN\n",
      "20  2432.0    6.398806        NaN\n",
      "21  2560.0    7.059454        NaN\n",
      "22  2688.0    7.752573        NaN\n",
      "23  2816.0    8.479139        NaN\n",
      "24  2944.0    9.237078        NaN\n",
      "25  3072.0   10.027487        NaN\n",
      "26  3200.0   10.850367        NaN\n",
      "27  3328.0   11.705717        NaN\n",
      "28  3456.0   12.593538        NaN\n",
      "29  3584.0   13.513830        NaN\n",
      "30  3712.0   14.466593        NaN\n",
      "31  3840.0   15.451826        NaN\n",
      "32  3968.0   16.469652        NaN\n",
      "33  4096.0   17.519949        NaN\n",
      "34  4224.0   18.602716        NaN\n",
      "35  4352.0   19.717955        NaN\n",
      "36  4480.0   20.865664        NaN\n",
      "37  4608.0   22.045843        NaN\n",
      "38  4736.0   23.258493        NaN\n",
      "39  4864.0   24.503614        NaN\n",
      "40  4992.0   25.781206        NaN\n",
      "41  5120.0   27.091269        NaN\n",
      "42  5248.0   28.433802        NaN\n",
      "43  5376.0   29.808805        NaN\n",
      "44  5504.0   31.216280        NaN\n",
      "45  5632.0   32.657202        NaN\n",
      "46  5760.0   34.129557        NaN\n",
      "47  5888.0   35.634382        NaN\n",
      "48  6016.0   37.171679        NaN\n",
      "49  6144.0   38.741446        NaN\n",
      "50  6272.0         NaN        NaN\n",
      "51  6400.0         NaN        NaN\n",
      "msa-batch=1-head=8-c=8-N_seq=128-C_m=64-C_z=128-bwd-mem:\n",
      "     N_res  Triton_msa   Baseline\n",
      "0     32.0    0.031913   0.089277\n",
      "1     64.0    0.050468   0.289709\n",
      "2    128.0    0.095316   1.071844\n",
      "3    256.0    0.221774   4.161200\n",
      "4    384.0    0.420264   9.284002\n",
      "5    512.0    0.682475  16.440252\n",
      "6    640.0    1.009017  25.630560\n",
      "7    768.0    1.398059  36.853094\n",
      "8    896.0    1.853019        NaN\n",
      "9   1024.0    2.368526        NaN\n",
      "10  1152.0    2.949340        NaN\n",
      "11  1280.0    3.593875        NaN\n",
      "12  1408.0    4.302131        NaN\n",
      "13  1536.0    5.074107        NaN\n",
      "14  1664.0    5.909804        NaN\n",
      "15  1792.0    6.809222        NaN\n",
      "16  1920.0    7.772361        NaN\n",
      "17  2048.0    8.799220        NaN\n",
      "18  2176.0    9.889800        NaN\n",
      "19  2304.0   11.044101        NaN\n",
      "20  2432.0   12.262122        NaN\n",
      "21  2560.0   13.543864        NaN\n",
      "22  2688.0   14.889327        NaN\n",
      "23  2816.0   16.299487        NaN\n",
      "24  2944.0   17.772269        NaN\n",
      "25  3072.0   19.308528        NaN\n",
      "26  3200.0   20.908996        NaN\n",
      "27  3328.0   22.572940        NaN\n",
      "28  3456.0   24.300605        NaN\n",
      "29  3584.0   26.091990        NaN\n",
      "30  3712.0   27.947097        NaN\n",
      "31  3840.0   29.865924        NaN\n",
      "32  3968.0   31.848594        NaN\n",
      "33  4096.0   33.894984        NaN\n",
      "34  4224.0   36.005095        NaN\n",
      "35  4352.0   38.178927        NaN\n",
      "36  4480.0         NaN        NaN\n",
      "37  4608.0         NaN        NaN\n",
      "38  4736.0         NaN        NaN\n",
      "39  4864.0         NaN        NaN\n",
      "40  4992.0         NaN        NaN\n",
      "41  5120.0         NaN        NaN\n",
      "42  5248.0         NaN        NaN\n",
      "43  5376.0         NaN        NaN\n",
      "44  5504.0         NaN        NaN\n",
      "45  5632.0         NaN        NaN\n",
      "46  5760.0         NaN        NaN\n",
      "47  5888.0         NaN        NaN\n",
      "48  6016.0         NaN        NaN\n",
      "49  6144.0         NaN        NaN\n",
      "50  6272.0         NaN        NaN\n",
      "51  6400.0         NaN        NaN\n"
     ]
    }
   ],
   "source": [
    "# Run profiling for memory\n",
    "%matplotlib\n",
    "bench_msa_mem.run(save_path=\"data/\", print_data=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6fbffea2-2b33-425c-a839-66fdb2c575f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f8568670310>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2500x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2500x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2500x2000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "# figure size in inches optional\n",
    "rcParams['figure.figsize'] = 25, 20\n",
    "\n",
    "# read images\n",
    "fwd = mpimg.imread(f\"./data/msa-batch={BATCH}-head={N_HEADS}-c={C_HIDDEN}-N_seq={N_SEQ}-C_m={C_m}-C_z={C_z}-fwd-mem.png\")\n",
    "bwd = mpimg.imread(f\"./data/msa-batch={BATCH}-head={N_HEADS}-c={C_HIDDEN}-N_seq={N_SEQ}-C_m={C_m}-C_z={C_z}-bwd-mem.png\")\n",
    "\n",
    "# display images\n",
    "fig, ax = plt.subplots(1,2)\n",
    "for a in ax:\n",
    "    a.set_xticks([])\n",
    "    a.set_yticks([])\n",
    "    \n",
    "ax[0].set_title('Forward pass, peak memory usage (GB)')\n",
    "ax[0]\n",
    "ax[0].imshow(fwd)\n",
    "ax[1].set_title('Backwards pass, peak memory usage (GB)')\n",
    "ax[1].imshow(bwd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f9b1acdf-f15a-45f3-a8ac-4d2ee875dc82",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "environment": {
   "kernel": "triton",
   "name": ".m123",
   "type": "gcloud",
   "uri": "us-docker.pkg.dev/deeplearning-platform-release/gcr.io/:m123"
  },
  "kernelspec": {
   "display_name": "Python (myenv) (Local)",
   "language": "python",
   "name": "triton"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
